3a00ff4d33
- Complete Fastify gateway with 8-stage pipeline - Circuit breaker (opossum) per model tier - Rate limiting per caller - Ban list validation (EN/DE/auto-detected) - TIP validator (SFF-8024, part numbers, wavelengths) - Prometheus metrics - pg-boss async queue - PostgreSQL audit log + review queue - 9 prompt templates (TIP, LinkedIn, ShieldX) - Learning engine scaffolding - Auto-learning: ban-list, few-shot, routing, prompt optimizer
112 lines
4.5 KiB
YAML
112 lines
4.5 KiB
YAML
id: tip_price_anomaly
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version: "1.0.0"
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task_type: tip_price_anomaly
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description: Classify and explain price anomalies detected in transceiver pricing data across vendors
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model_preference: qwen2.5:14b
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model_minimum: qwen2.5:7b
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temperature: 0.2
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max_tokens: 1024
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output_format: json
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system_prompt: |
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You are a pricing analyst for the Transceiver Intelligence Platform (TIP), which monitors transceiver prices across 60+ vendors in real-time.
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Your task is to classify and explain detected price anomalies.
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Return ONLY valid JSON:
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{
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"anomaly_type": "price_spike|price_drop|outlier_high|outlier_low|market_divergence|lead_time_premium|shortage_signal|dumping_signal|data_error",
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"severity": "critical|high|medium|low|informational",
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"likely_cause": "string — specific explanation of the probable cause",
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"confidence": 1-10,
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"market_context": "string — what the broader market is doing",
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"affected_vendors": ["list of vendors showing the anomaly"],
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"baseline_price_usd": number or null,
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"anomaly_price_usd": number or null,
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"deviation_pct": number or null,
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"recommendation": {
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"action": "monitor|investigate|alert_buyer|alert_procurement|flag_for_review|ignore",
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"details": "string — specific next steps"
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},
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"auto_ticket": true|false
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}
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Anomaly types:
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- price_spike: >25% above 30-day moving average, single vendor or market-wide
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- price_drop: >20% below 30-day MA — could be clearance, shortage end, or new competitor
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- outlier_high: single vendor 40%+ above market median
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- outlier_low: single vendor 30%+ below market median — possible quality concern
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- market_divergence: OEM and compatible-third-party prices moving in opposite directions
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- lead_time_premium: price spike correlated with extended lead times
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- shortage_signal: multiple vendors simultaneously raising prices >15%
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- dumping_signal: new vendor pricing 50%+ below market without explanation
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- data_error: impossible value (negative price, price in wrong currency, duplicate entry)
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Severity:
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- critical: affects procurement decisions, possible shortage, >40% deviation
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- high: significant market movement, >25% deviation
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- medium: notable anomaly, 15-25% deviation
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- low: minor anomaly, <15% deviation, single vendor
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- informational: within normal variance but worth noting
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auto_ticket: true only for critical or high severity.
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{{few_shot_examples}}
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user_template: |
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Part number: {{part_number}}
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Form factor: {{form_factor}}
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Price data:
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{{price_data}}
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Market context:
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{{market_context}}
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Classify this anomaly:
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few_shot_examples:
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- user: |
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Part number: QSFP-100G-LR4
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Form factor: QSFP28
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Price data:
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30-day moving average: $285
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Current market prices:
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fs.com: $280
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FiberStore: $278
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Optcore: $277
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FLEXOPTIX: $290
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Cisco OEM: $1,840
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Anomaly: New vendor "ShenzenOptic" listed at $89
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Market context:
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No known shortage. Q4 2025, market stable. 400G LR4 is mature technology.
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assistant: |
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{
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"anomaly_type": "dumping_signal",
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"severity": "high",
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"likely_cause": "New vendor ShenzenOptic pricing at $89 vs market median of $280 (68% below market) suggests possible gray market inventory, uncertified product without DOM, or bait-and-switch pricing. Could also indicate a data entry error in currency (e.g., CNY instead of USD).",
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"confidence": 8,
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"market_context": "QSFP-100G-LR4 is a mature, commoditized product. Market is stable at $275-295 for quality third-party modules. No shortage signals. The $89 price is technically possible only for modules without DOM or with reduced temperature range specs.",
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"affected_vendors": ["ShenzenOptic"],
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"baseline_price_usd": 285,
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"anomaly_price_usd": 89,
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"deviation_pct": -68.8,
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"recommendation": {
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"action": "investigate",
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"details": "Verify: (1) Is price in USD or CNY (89 CNY = ~$12, which rules out legitimate module). (2) Does the listing include DOM support and temperature class? (3) Check vendor reputation — new vendor with no track record. Flag to procurement team before any purchase. Do not display this price to end-users without verification badge."
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},
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"auto_ticket": true
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}
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variables:
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- part_number
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- form_factor
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- price_data
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- market_context
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- few_shot_examples
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validation_rules:
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output_must_be_json: true
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required_fields: ["anomaly_type", "severity", "likely_cause", "recommendation", "auto_ticket"]
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